{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "import os\n",
    "import config\n",
    "from load_image import LoadImage\n",
    "from sklearn.externals import joblib\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def recognition(X_test, model_check_point=config.model_check_point):\n",
    "    \"\"\"识别函数\n",
    "    Args：\n",
    "        X_test: 测试图片\n",
    "        model_check_point：模型存放路径\n",
    "    Return：识别出的标签list\n",
    "    \"\"\"\n",
    "    # 加载KNN Classifier模型\t\n",
    "    model = joblib.load(model_check_point)\n",
    "    #进行识别\n",
    "    predict = model.predict(X_test)\n",
    "    return predict.tolist()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_path=\"./test_dir/bush_blair1.jpg\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#显示原始测试图片\n",
    "source_img = cv2.imread(image_path)\n",
    "source_rgb_img = cv2.cvtColor(source_img, cv2.COLOR_BGR2RGB)\n",
    "plt.figure(1)\n",
    "plt.imshow(source_rgb_img)\n",
    "plt.axis(\"off\")#去除坐标轴\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------------load_image.py start---------------------\n",
      "Face:0,Recognition:Tony_Blair\n",
      "Face:1,Recognition:George_W_Bush\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Recognition end. Elapsed time:1.5544061660766602\n"
     ]
    }
   ],
   "source": [
    "start = time.time()\n",
    "#检测输入的图片是否存在\n",
    "if not os.path.exists(image_path):\n",
    "    print(\"Image is not exists.\")\n",
    "    exit(1)\n",
    "#检测训练的模型和文件是否存在\n",
    "if not os.path.exists(config.train_label_name_data) or \\\n",
    "    not os.path.exists(config.train_face_descriptor_data) or \\\n",
    "    not os.path.exists(config.model_check_point):\n",
    "    print(\"model file is not exists, please train firstly\")\n",
    "    print(\"python train.py\")\n",
    "    exit(1)\n",
    "print (\"-----------------------------load_image.py start---------------------\")\n",
    "# 加载数据\n",
    "all_image = LoadImage(config.data_dir)\n",
    "train_label_name_dict = all_image.train_label_name_dict\n",
    "#检测人脸，识别人脸并转换成128维特征向量，组合成预测数据\n",
    "X_test, face_dets = all_image.get_feture_vector_from_image(image_path)\n",
    "#模型预测人脸，获取人脸对应的标签\n",
    "predicts = recognition(X_test)\n",
    "#将人脸标签转换为人名输出\n",
    "for i, predict in enumerate(predicts):\n",
    "    print(\"Face:{},Recognition:{}\".format(i, train_label_name_dict.get(predict)))\n",
    "\n",
    "rgb_img = source_rgb_img\n",
    "for i, d in enumerate(face_dets):\n",
    "    #给人脸标记矩形框\n",
    "    cv2.rectangle(rgb_img,(d.left(), d.top()), (d.right(), d.bottom()),(0, 255, 0), 2)\n",
    "    #给人脸标记姓名\n",
    "    cv2.putText(rgb_img, train_label_name_dict.get(predicts[i]), (d.left(), d.top() - 5),\\\n",
    "                                        cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 255, 0), 2)\n",
    "# 显示标记后的测试图片\n",
    "plt.imshow(rgb_img)\n",
    "plt.axis(\"off\")#去除坐标轴\n",
    "plt.show()\n",
    "# 计算整个识别所耗时间\n",
    "end = time.time()\n",
    "print(\"Recognition end. Elapsed time:{}\".format(end - start))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
